{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "0785bb43",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "regions = ['华北', '华南', '东北', '西北', '西南', '华东']\n",
    "sales_2021 = [2021, 1563, 3213, 2531, 2631, 2361]\n",
    "sales_2022 = [2354, 1902, 3524, 2698, 2896, 2563]\n",
    "growth_rate = [16, 22, 10, 7, 10, 9]  # 单位：%\n",
    "\n",
    "bar_width = 0.35\n",
    "x = np.arange(len(regions))\n",
    "\n",
    "fig, ax1 = plt.subplots(figsize=(10, 6))\n",
    "\n",
    "bar1 = ax1.bar(x - bar_width/2, sales_2021, bar_width, label='2021', color='#F97F51')\n",
    "bar2 = ax1.bar(x + bar_width/2, sales_2022, bar_width, label='2022', color='#3498DB')\n",
    "\n",
    "for bars in [bar1, bar2]:\n",
    "    for bar in bars:\n",
    "        ax1.text(bar.get_x() + bar.get_width()/2, bar.get_height() + 50,\n",
    "                 f'{int(bar.get_height())}', ha='center', va='bottom', fontsize=10)\n",
    "\n",
    "ax1.set_xlabel('区域', fontsize=12)\n",
    "ax1.set_ylabel('销量', fontsize=12)\n",
    "ax1.set_title('上半年各月商品销量同比去年情况', fontsize=14)\n",
    "ax1.set_xticks(x)\n",
    "ax1.set_xticklabels(regions, fontsize=10)\n",
    "ax1.legend(loc='upper left')\n",
    "\n",
    "ax2 = ax1.twinx()\n",
    "ax2.plot(x, growth_rate, color='#F4D03F', marker='o', label='同比增长率')\n",
    "ax2.set_ylabel('同比增长率 (%)', fontsize=12)\n",
    "ax2.set_ylim(0, 25)\n",
    "\n",
    "for i, rate in enumerate(growth_rate):\n",
    "    ax2.text(x[i], rate + 1, f'{rate}%', ha='center', va='bottom', fontsize=10, color='#F4D03F')\n",
    "\n",
    "fig.legend(loc='upper right', bbox_to_anchor=(0.9, 0.9))\n",
    "\n",
    "ax1.grid(axis='y', linestyle='--', alpha=0.7)\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
